Airlfow and airflow-core 3.1.2 have task-sdk >= 1.1.1 (should be >=1.1.2)

### Body

Until we relase task-sdk and airflow together, we should bump the min task-sdk version together with Airflow

3.1.2 should have >= 1.1.2 for both `airflow` and `airflow-core`.

This might cause problems similar to https://github.com/apache/airflow/issues/57979

We should release 3.1.3 + 1.1.3 quickly (and I guess yank 3.1.2 due to structlog issues)

### Committer

- [x] I acknowledge that I am a maintainer/committer of the Apache Airflow project.

Start by locating the dependency declarations for the airflow and airflow-core packages and review how their task-sdk minimum versions are set. Confirm that both require task-sdk >=1.1.2, then check the related release handling for the proposed 3.1.3 and 1.1.3 versions and the possible 3.1.2 yank.

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